{"id":"W4324012904","doi":"10.2196/37139","title":"Individual Factors Influencing the Public’s Perceptions About the Importance of COVID-19 Immunity Certificates in the United Kingdom: Cross-sectional Web-based Questionnaire Survey","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; UK Research and Innovation","keywords":"Cross-sectional study; Vaccination; Medicine; Public health; Environmental health; Psychology; Nursing; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002009879,0.0001686331,0.0002682367,0.0005999978,0.0003074434,0.0008715268,0.0002553879,0.0004314992,0.002127685],"category_scores_gemma":[0.005163137,0.0002402699,0.0003852386,0.0006086465,0.0003966376,0.0005512775,0.0008745102,0.0005899753,0.0004537435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069908,"about_ca_system_score_gemma":0.0007106643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04059613,"about_ca_topic_score_gemma":0.04296512,"domain_scores_codex":[0.9987432,0.0004838692,0.0002045646,0.0001118328,0.0002411107,0.0002154776],"domain_scores_gemma":[0.9947331,0.001169867,0.002423507,0.0001935031,0.0008229495,0.0006571843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004501838,0.00004863527,0.9925922,0.00007960025,0.00002569538,0.00009379067,0.003389322,0.00003323175,0.0002879738,0.00001543196,0.000434406,0.002954742],"study_design_scores_gemma":[0.000003258704,0.00007479982,0.9953637,0.00003906518,0.000005961511,0.00006614874,0.0039168,0.00004305358,0.00003689626,0.000004575062,0.0004408831,0.000004699247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983616,0.00009207508,0.00005612999,0.0001731295,0.000003633813,0.0000309416,0.0005966431,0.000002711031,0.0006830667],"genre_scores_gemma":[0.9989527,0.0001385798,0.0001347982,0.0001005403,0.000003214455,0.00004588365,0.0003541039,0.000001327435,0.0002687387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04059613,"threshold_uncertainty_score":0.08071965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3060500662214342,"score_gpt":0.4910121229143024,"score_spread":0.1849620566928682,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}